How the use of alternative information in risk management fintech platforms influences SME lending: a qualitative case study

IF 1.9 Q2 BUSINESS, FINANCE
Jie Yan
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Abstract

Purpose

The purpose of the study is to examine the use of alternative information in bank lending to small and medium enterprises (SMEs). Understanding alternative information and its use in bank lending to SMEs is important because it has become a growing part of the future of SME finance. The results and findings of my study not only enrich the finance literature but, more importantly, also address the use of Fintech in the risk management of SME lending, a new and complex problem that is specific to both the information technology and finance field.

Design/methodology/approach

To answer the research question, the author used a case study approach that relies upon qualitative data and analysis. By iterating between the existing literature, theoretical pieces and empirical findings, the author explain and interpret in detail how the use of alternative information impacts loan outcomes and develop insights to guide future research.

Findings

The case is outlined in two time periods including the prepartnership period and the postpartnership period. It highlights the establishment of a partnership between LoanBank and FintechInc (pseudonym), aimed at SME-focused Fintech lending. The findings underscore how the partnership has enabled a mutually beneficial situation where LoanBank and FintechInc leverage each other’s strengths to provide efficient and effective lending services. The adoption of alternative information in the risk management Fintech (RMF) platform of FintechInc has transformed LoanBank’s lending processes, showcasing how technological innovations can enhance SME lending practices.

Originality/value

The study’s originality mainly lies in the three detailed insights regarding alternative information’s impact on SME lending: information, platform properties and financial inclusion. The information part demonstrates that RMF platforms expand the information used for lending decisions, shifting from traditional hard and soft data to incorporating various alternative information sources. The platform properties part suggests that location, openness and technology also play a pivotal role in shaping lending outcomes. Finally, the financial inclusion part proposes that the use of alternative information has the potential to improve financial inclusion and offer better credit terms to previously underserved borrowers.

风险管理金融科技平台如何利用替代信息影响中小企业贷款:定性案例研究
本研究的目的是探讨替代信息在银行向中小企业(SMEs)贷款中的应用。了解替代信息及其在银行向中小企业贷款中的应用非常重要,因为它已成为未来中小企业融资中日益重要的一部分。我的研究结果和发现不仅丰富了金融文献,更重要的是,还解决了金融科技在中小企业贷款风险管理中的应用问题,这是信息技术和金融领域特有的一个复杂的新问题。设计/方法/途径为了回答研究问题,作者采用了案例研究方法,依赖于定性数据和分析。通过对现有文献、理论文章和实证研究结果的反复研究,作者详细解释和诠释了替代信息的使用如何影响贷款结果,并提出了指导未来研究的见解。它重点介绍了 LoanBank 与 FintechInc(化名)之间建立合作伙伴关系的情况,旨在为中小企业提供以金融科技为重点的贷款服务。研究结果强调了这一伙伴关系如何促成了互惠互利的局面,即 LoanBank 和 FintechInc 利用彼此的优势提供高效和有效的贷款服务。在 FintechInc 的风险管理金融科技(RMF)平台中采用替代信息改变了 LoanBank 的借贷流程,展示了技术创新如何增强中小企业借贷实践。信息部分表明,RMF 平台扩大了用于贷款决策的信息,从传统的硬数据和软数据转变为纳入各种替代信息来源。平台属性部分表明,地点、开放性和技术在影响贷款结果方面也起着关键作用。最后,金融包容性部分提出,替代信息的使用有可能提高金融包容性,为以前得不到充分服务的借款人提供更好的信贷条件。
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来源期刊
CiteScore
4.60
自引率
10.50%
发文量
32
期刊介绍: Qualitative Research in Financial Markets is the only peer-reviewed journal dedicated to exploring the rapidly-growing area of research activity in finance that uses qualitative methods. Building on a long pedigree of finance research, the journal publishes international and innovative analyses and novel insights into financial markets worldwide
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